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CISPA Helmholtz Center for Information Security
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Even the most advanced LLMs like GPT-5.2 and Gemini-3-Pro often fail to recognize and refuse to process harmful content embedded within seemingly harmless tasks.
Shadow APIs promising access to top LLMs like GPT-5 and Gemini 2.5 often deliver significantly degraded performance (down to 47.21% accuracy) and fail identity verification, casting doubt on research relying on them.
